{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1.提升自选图像的对比度\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 石庆波\n",
    "- 年级: 2020\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 一班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "\n",
    "# 读取自选1.png灰度图\n",
    "img = cv.imread('1.png', 0)\n",
    "\n",
    "\n",
    "# 给图形做极大极小值归一  min  max  normalization\n",
    "img_max = img.max()  # 获取img最大值\n",
    "\n",
    "img_min = img.min()  # 获取img最小值\n",
    "\n",
    "img_minmax_equalize_hist = (img - img_min) / (img_max - img_min)  # 得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img)  # 用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256])  # 获得img的直方图(分256个区间)\n",
    "\n",
    "cdf = hist.cumsum()  # 获得hist对应的累积直方图\n",
    "\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min())  # 把累积直方图进行均值归一获得累积频率直方图\n",
    "\n",
    "img_equalize_hist_2 = cdf[img]  # 通过累积频率直方图对img进行全局直方图均衡\n",
    "\n",
    "# 创建一个CLAHE算法对象,  8*8的小窗,  阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6.0, tileGridSize=(8, 8))\n",
    "\n",
    "img_equalize_adapthist = CLAHE.apply(img)  # 使用CLAHE  进行自适应直方图均衡\n",
    "\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "#  用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "#  最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist,  cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max  normalized  image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "#  全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1, cmap='gray')\n",
    "ax[2, 1].set_title('global  equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2, cmap='gray')\n",
    "ax[3, 1].set_title('global  equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(), bins=256)\n",
    "\n",
    "#  自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 6')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(), bins=256)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2.增强视网膜图像对比度\n",
    "\n",
    "---\n",
    "个人信息:  \n",
    "- 姓名: 石庆波\n",
    "- 年级: 2020\n",
    "- 专业: 智能科学与技术\n",
    "- 班级: 一班\n",
    "---\n",
    "\n",
    "- 诚信守则:  \n",
    "    - 我承诺该报告内容**为我个人书写非直接抄袭所得。**\n",
    "    - 我**可以解释答题思路并复现我的答案。**\n",
    "    - 如无法实现以上要求，**我愿意承担由此带来的后果。**\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "\n",
    "# 读取pupil.tiff灰度图\n",
    "img = cv.imread('pupil.tiff', 0)\n",
    "\n",
    "\n",
    "# 给图形做极大极小值归一  min  max  normalization\n",
    "img_max = img.max()  # 获取img最大值\n",
    "\n",
    "img_min = img.min()  # 获取img最小值\n",
    "\n",
    "img_minmax_equalize_hist = (img - img_min) / (img_max - img_min)  # 得到img进行极小极大值归一的结果\n",
    "\n",
    "img_equalize_hist_1 = cv.equalizeHist(img)  # 用OpenCV直接进行全局直方图均衡\n",
    "\n",
    "hist, _ = np.histogram(img.flatten(), 256, [0, 256])  # 获得img的直方图(分256个区间)\n",
    "\n",
    "cdf = hist.cumsum()  # 获得hist对应的累积直方图\n",
    "\n",
    "cdf = (cdf - cdf.min())/(cdf.max()-cdf.min())  # 把累积直方图进行均值归一获得累积频率直方图\n",
    "\n",
    "img_equalize_hist_2 = cdf[img]  # 通过累积频率直方图对img进行全局直方图均衡\n",
    "\n",
    "# 创建一个CLAHE算法对象,  8*8的小窗,  阈值为6\n",
    "CLAHE = cv.createCLAHE(clipLimit=6.0, tileGridSize=(8, 8))\n",
    "\n",
    "img_equalize_adapthist = CLAHE.apply(img)  # 使用CLAHE  进行自适应直方图均衡\n",
    "\n",
    "fg, ax = plt.subplots(5, 2, figsize=(5, 10))\n",
    "#  用完整的数据范围打印图像及其直方图\n",
    "ax[0, 0].imshow(img, cmap='gray', vmin=0, vmax=255)\n",
    "ax[0, 1].set_title('original low contrast image')\n",
    "ax[0, 1].hist(img.ravel(), bins=256, range=[0, 255])\n",
    "\n",
    "#  最小最大值归一\n",
    "ax[1, 0].imshow(img_minmax_equalize_hist,  cmap='gray', vmin=0, vmax=1)\n",
    "ax[1, 1].set_title('min-max  normalized  image')\n",
    "ax[1, 1].hist(img_minmax_equalize_hist.ravel(), bins=256, range=[0, 1])\n",
    "\n",
    "#  全局直方图均衡\n",
    "ax[2, 0].imshow(img_equalize_hist_1, cmap='gray')\n",
    "ax[2, 1].set_title('global  equalization: OpenCV')\n",
    "ax[2, 1].hist(img_equalize_hist_1.ravel(), bins=256)\n",
    "\n",
    "ax[3, 0].imshow(img_equalize_hist_2, cmap='gray')\n",
    "ax[3, 1].set_title('global  equalization: Numpy')\n",
    "ax[3, 1].hist(img_equalize_hist_2.ravel(), bins=256)\n",
    "\n",
    "#  自适应直方图均衡\n",
    "ax[4, 0].imshow(img_equalize_adapthist, cmap='gray')\n",
    "ax[4, 1].set_title('CLAHE: 8*8, 2')\n",
    "ax[4, 1].hist(img_equalize_adapthist.ravel(), bins=256)\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('out.png', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
